The iconic film My Fair Lady is heading back to theaters—and in a newly restored form for its 50th anniversary. For a limited time, from this Sunday, Oct. 18, fans can enjoy the hit once more (or for the first time) on select big screens.

The classic movie-musical premiered in 1964 and quickly became a favorite that won a whopping eight Oscars. Plus, the legendary Audrey Hepburn was brilliant alongside her leading man, Rex Harrison. In the film, we got to watch Hepburn's character, Eliza Doolittle, transform from a shabby flower seller to a dashing lady with the help of Professor Henry Higgins (Harrison). To this day, the magical story has captured audiences across generations, and continues to make an impact.